v7_noaugs_qwen_lora

This model is a fine-tuned version of Daewon0808/prm800k_qwen_fulltune on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.3932
• Prm accuracy: 0.8095
• Prm precision: 0.8807
• Prm recall: 0.8972
• Prm specificty: 0.3158
• Prm npv: 0.3529
• Prm f1: 0.8889
• Prm f1 neg: 0.3333
• Prm f1 auc: 0.6065
• Prm f1 auc (fixed): 0.7636

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 0.0001
• train_batch_size: 2
• eval_batch_size: 4
• seed: 908932403
• distributed_type: multi-GPU
• num_devices: 8
• gradient_accumulation_steps: 2
• total_train_batch_size: 32
• total_eval_batch_size: 32
• optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: cosine
• lr_scheduler_warmup_ratio: 0.1
• num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Prm accuracy	Prm precision	Prm recall	Prm specificty	Prm npv	Prm f1	Prm f1 neg	Prm f1 auc	Prm f1 auc (fixed)
No log	0	0	0.6081	0.6905	0.9146	0.7009	0.6316	0.2727	0.7937	0.3810	0.6663	0.6702
0.5171	0.0028	5	0.6081	0.6746	0.9024	0.6916	0.5789	0.25	0.7831	0.3492	0.6353	0.6739
0.437	0.0056	10	0.6070	0.6905	0.9146	0.7009	0.6316	0.2727	0.7937	0.3810	0.6663	0.6727
0.3908	0.0083	15	0.5948	0.6905	0.9048	0.7103	0.5789	0.2619	0.7958	0.3607	0.6446	0.6697
0.3154	0.0111	20	0.5565	0.7381	0.9111	0.7664	0.5789	0.3056	0.8325	0.4	0.6727	0.6692
0.3574	0.0139	25	0.4704	0.8175	0.9038	0.8785	0.4737	0.4091	0.8910	0.4390	0.6761	0.6749
0.259	0.0167	30	0.4082	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.6766
0.1953	0.0195	35	0.4451	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6734
0.332	0.0223	40	0.4648	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.6739
0.3114	0.0250	45	0.4353	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.6906
0.2079	0.0278	50	0.4047	0.8333	0.8468	0.9813	0.0	0.0	0.9091	0.0	0.4907	0.6940
0.2624	0.0306	55	0.3948	0.8095	0.8430	0.9533	0.0	0.0	0.8947	0.0	0.4766	0.6987
0.3622	0.0334	60	0.3952	0.8175	0.8443	0.9626	0.0	0.0	0.8996	0.0	0.4813	0.7012
0.3249	0.0362	65	0.3975	0.8333	0.8468	0.9813	0.0	0.0	0.9091	0.0	0.4907	0.7007
0.2488	0.0390	70	0.3940	0.8175	0.8443	0.9626	0.0	0.0	0.8996	0.0	0.4813	0.7118
0.1572	0.0417	75	0.3970	0.8175	0.8443	0.9626	0.0	0.0	0.8996	0.0	0.4813	0.7206
0.2734	0.0445	80	0.4007	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.7327
0.3073	0.0473	85	0.3975	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.7506
0.2396	0.0501	90	0.3875	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7590
0.2452	0.0529	95	0.3850	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7597
0.3235	0.0556	100	0.3962	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.7548
0.2669	0.0584	105	0.3911	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7548
0.166	0.0612	110	0.3897	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7550
0.1696	0.0640	115	0.4082	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.7592
0.1756	0.0668	120	0.4023	0.8095	0.8487	0.9439	0.0526	0.1429	0.8938	0.0769	0.4983	0.7698
0.2639	0.0696	125	0.4069	0.8016	0.8475	0.9346	0.0526	0.125	0.8889	0.0741	0.4936	0.7693
0.2007	0.0723	130	0.4222	0.8175	0.8443	0.9626	0.0	0.0	0.8996	0.0	0.4813	0.7732
0.191	0.0751	135	0.3910	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7868
0.1761	0.0779	140	0.3819	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7882
0.2264	0.0807	145	0.3873	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7909
0.2338	0.0835	150	0.3865	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.7961
0.2319	0.0863	155	0.3719	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.8020
0.2539	0.0890	160	0.3572	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8178
0.1968	0.0918	165	0.3523	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.8136
0.2217	0.0946	170	0.3632	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.8040
0.1833	0.0974	175	0.3897	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.8050
0.2913	0.1002	180	0.4016	0.8333	0.8468	0.9813	0.0	0.0	0.9091	0.0	0.4907	0.7924
0.169	0.1029	185	0.3658	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7843
0.1996	0.1057	190	0.3652	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.7880
0.1828	0.1085	195	0.3503	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7826
0.1902	0.1113	200	0.3468	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7799
0.2626	0.1141	205	0.3518	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7831
0.2263	0.1169	210	0.3605	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7929
0.1585	0.1196	215	0.3658	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.7917
0.1976	0.1224	220	0.3724	0.8333	0.8468	0.9813	0.0	0.0	0.9091	0.0	0.4907	0.7919
0.1824	0.1252	225	0.3622	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.7873
0.1723	0.1280	230	0.3576	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.7993
0.238	0.1308	235	0.3628	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.8104
0.2291	0.1336	240	0.3652	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.8077
0.2739	0.1363	245	0.3648	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7841
0.1981	0.1391	250	0.3599	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7882
0.1552	0.1419	255	0.3600	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7909
0.1483	0.1447	260	0.3741	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.8074
0.1963	0.1475	265	0.3667	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7892
0.2214	0.1503	270	0.3678	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7732
0.1566	0.1530	275	0.3670	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.7878
0.1749	0.1558	280	0.3661	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7909
0.2456	0.1586	285	0.3627	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.7909
0.2047	0.1614	290	0.3584	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7885
0.1807	0.1642	295	0.3589	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7924
0.2013	0.1669	300	0.3518	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.8008
0.1621	0.1697	305	0.3620	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.8202
0.2449	0.1725	310	0.3713	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.8261
0.2987	0.1753	315	0.3523	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.8219
0.1311	0.1781	320	0.3410	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.8229
0.1577	0.1809	325	0.3402	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.8227
0.1407	0.1836	330	0.3370	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.8190
0.2693	0.1864	335	0.3310	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.8146
0.1461	0.1892	340	0.3428	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7909
0.2482	0.1920	345	0.3525	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7816
0.2393	0.1948	350	0.3450	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7919
0.2264	0.1976	355	0.3450	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.7961
0.2082	0.2003	360	0.3364	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.8015
0.1256	0.2031	365	0.3352	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.8028
0.329	0.2059	370	0.3382	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.8052
0.2456	0.2087	375	0.3487	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7855
0.1553	0.2115	380	0.3501	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7779
0.1887	0.2142	385	0.3987	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7878
0.2283	0.2170	390	0.3837	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7809
0.2042	0.2198	395	0.3676	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7727
0.1803	0.2226	400	0.3615	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7828
0.1436	0.2254	405	0.3538	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7909
0.1878	0.2282	410	0.3602	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7912
0.1893	0.2309	415	0.3611	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7882
0.2584	0.2337	420	0.3499	0.8413	0.8718	0.9533	0.2105	0.4444	0.9107	0.2857	0.5819	0.7929
0.186	0.2365	425	0.3505	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.7885
0.1401	0.2393	430	0.3520	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7860
0.2302	0.2421	435	0.3495	0.8254	0.8571	0.9533	0.1053	0.2857	0.9027	0.1538	0.5293	0.7895
0.2235	0.2449	440	0.3588	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.7880
0.243	0.2476	445	0.3629	0.8333	0.8468	0.9813	0.0	0.0	0.9091	0.0	0.4907	0.7821
0.2399	0.2504	450	0.3548	0.8175	0.8443	0.9626	0.0	0.0	0.8996	0.0	0.4813	0.7718
0.2485	0.2532	455	0.3558	0.8095	0.8430	0.9533	0.0	0.0	0.8947	0.0	0.4766	0.7750
0.2115	0.2560	460	0.3563	0.8175	0.8559	0.9439	0.1053	0.25	0.8978	0.1481	0.5246	0.7782
0.2264	0.2588	465	0.3563	0.8175	0.8559	0.9439	0.1053	0.25	0.8978	0.1481	0.5246	0.7885
0.1873	0.2615	470	0.3522	0.8175	0.8559	0.9439	0.1053	0.25	0.8978	0.1481	0.5246	0.7941
0.1808	0.2643	475	0.3497	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7961
0.1918	0.2671	480	0.3482	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.8101
0.2159	0.2699	485	0.3438	0.8492	0.8667	0.9720	0.1579	0.5	0.9163	0.24	0.5649	0.8116
0.1972	0.2727	490	0.3508	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7969
0.1477	0.2755	495	0.3415	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.8005
0.1818	0.2782	500	0.3611	0.8492	0.8492	1.0	0.0	0.0	0.9185	0.0	0.5	0.8175
0.2042	0.2810	505	0.3418	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.8116
0.1466	0.2838	510	0.3469	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.8028
0.1406	0.2866	515	0.3417	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.8057
0.1724	0.2894	520	0.3435	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.8133
0.123	0.2922	525	0.3405	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.8109
0.1709	0.2949	530	0.3405	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.8005
0.193	0.2977	535	0.3423	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7956
0.1519	0.3005	540	0.3413	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7944
0.2924	0.3033	545	0.3452	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7885
0.1925	0.3061	550	0.3475	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7855
0.1418	0.3088	555	0.3482	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7909
0.1266	0.3116	560	0.3588	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.8082
0.1551	0.3144	565	0.3562	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.8094
0.1669	0.3172	570	0.3486	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.8062
0.1615	0.3200	575	0.3557	0.8175	0.8443	0.9626	0.0	0.0	0.8996	0.0	0.4813	0.8087
0.1506	0.3228	580	0.3651	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.8096
0.1738	0.3255	585	0.3581	0.8254	0.8455	0.9720	0.0	0.0	0.9043	0.0	0.4860	0.8008
0.1719	0.3283	590	0.3545	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.8013
0.2096	0.3311	595	0.3576	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7976
0.1562	0.3339	600	0.3590	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.8032
0.1992	0.3367	605	0.3574	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7976
0.1454	0.3395	610	0.3503	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.7863
0.165	0.3422	615	0.3474	0.8492	0.8793	0.9533	0.2632	0.5	0.9148	0.3448	0.6082	0.7794
0.2151	0.3450	620	0.3456	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.7833
0.1496	0.3478	625	0.3465	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7929
0.2129	0.3506	630	0.3501	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7993
0.1279	0.3534	635	0.3482	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.8005
0.2757	0.3561	640	0.3456	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7946
0.1465	0.3589	645	0.3555	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7860
0.1379	0.3617	650	0.3556	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7870
0.1795	0.3645	655	0.3551	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7870
0.1437	0.3673	660	0.3573	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7794
0.1535	0.3701	665	0.3523	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.7784
0.1653	0.3728	670	0.3490	0.8254	0.8571	0.9533	0.1053	0.2857	0.9027	0.1538	0.5293	0.7801
0.1397	0.3756	675	0.3488	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7799
0.2459	0.3784	680	0.3544	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7875
0.2271	0.3812	685	0.3507	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7811
0.1509	0.3840	690	0.3527	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.7774
0.1551	0.3868	695	0.3471	0.8333	0.8583	0.9626	0.1053	0.3333	0.9075	0.16	0.5339	0.7850
0.1621	0.3895	700	0.3492	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.7951
0.1052	0.3923	705	0.3530	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7946
0.1434	0.3951	710	0.3549	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7927
0.1936	0.3979	715	0.3535	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.7870
0.1946	0.4007	720	0.3566	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7787
0.1099	0.4035	725	0.3566	0.8254	0.8571	0.9533	0.1053	0.2857	0.9027	0.1538	0.5293	0.7791
0.2241	0.4062	730	0.3617	0.8413	0.8595	0.9720	0.1053	0.4	0.9123	0.1667	0.5386	0.7870
0.1632	0.4090	735	0.3629	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.7978
0.2318	0.4118	740	0.3684	0.8413	0.848	0.9907	0.0	0.0	0.9138	0.0	0.4953	0.7944
0.1737	0.4146	745	0.3600	0.8333	0.8468	0.9813	0.0	0.0	0.9091	0.0	0.4907	0.7878
0.1801	0.4174	750	0.3556	0.8333	0.8468	0.9813	0.0	0.0	0.9091	0.0	0.4907	0.7870
0.1676	0.4201	755	0.3503	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7875
0.1785	0.4229	760	0.3482	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7946
0.1599	0.4257	765	0.3458	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.8052
0.1998	0.4285	770	0.3516	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.8121
0.2119	0.4313	775	0.3520	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.8104
0.1385	0.4341	780	0.3469	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.8094
0.1673	0.4368	785	0.3404	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.8047
0.1465	0.4396	790	0.3445	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7912
0.1863	0.4424	795	0.3468	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7964
0.1742	0.4452	800	0.3505	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7914
0.1593	0.4480	805	0.3540	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7823
0.1655	0.4508	810	0.3546	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7799
0.1089	0.4535	815	0.3566	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.7774
0.1647	0.4563	820	0.3646	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7828
0.2143	0.4591	825	0.3602	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7848
0.1224	0.4619	830	0.3502	0.8333	0.8644	0.9533	0.1579	0.375	0.9067	0.2222	0.5556	0.7769
0.1609	0.4647	835	0.3479	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7787
0.2146	0.4674	840	0.3460	0.8571	0.8938	0.9439	0.3684	0.5385	0.9182	0.4375	0.6562	0.7846
0.1743	0.4702	845	0.3446	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7873
0.2019	0.4730	850	0.3456	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7870
0.0956	0.4758	855	0.3500	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7818
0.1647	0.4786	860	0.3560	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7772
0.1453	0.4814	865	0.3556	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7730
0.167	0.4841	870	0.3526	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7735
0.21	0.4869	875	0.3508	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7828
0.0909	0.4897	880	0.3495	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7932
0.1135	0.4925	885	0.3477	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7951
0.108	0.4953	890	0.3492	0.8254	0.8512	0.9626	0.0526	0.2	0.9035	0.0833	0.5076	0.7912
0.2889	0.4981	895	0.3469	0.8413	0.8655	0.9626	0.1579	0.4286	0.9115	0.2308	0.5603	0.7873
0.1906	0.5008	900	0.3465	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7782
0.1723	0.5036	905	0.3469	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7732
0.1787	0.5064	910	0.3490	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7720
0.1528	0.5092	915	0.3508	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.7715
0.1631	0.5120	920	0.3493	0.8095	0.8487	0.9439	0.0526	0.1429	0.8938	0.0769	0.4983	0.7723
0.0903	0.5147	925	0.3515	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7755
0.1366	0.5175	930	0.3506	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7725
0.1515	0.5203	935	0.3515	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7784
0.1847	0.5231	940	0.3512	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7828
0.097	0.5259	945	0.3501	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7863
0.2025	0.5287	950	0.3531	0.8175	0.8559	0.9439	0.1053	0.25	0.8978	0.1481	0.5246	0.7882
0.0984	0.5314	955	0.3531	0.8175	0.8559	0.9439	0.1053	0.25	0.8978	0.1481	0.5246	0.7873
0.2069	0.5342	960	0.3512	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7787
0.1504	0.5370	965	0.3549	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7720
0.1786	0.5398	970	0.3559	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7725
0.2083	0.5426	975	0.3555	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7762
0.1294	0.5454	980	0.3568	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7764
0.1347	0.5481	985	0.3607	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7740
0.0952	0.5509	990	0.3678	0.8175	0.8559	0.9439	0.1053	0.25	0.8978	0.1481	0.5246	0.7774
0.1972	0.5537	995	0.3707	0.8175	0.8559	0.9439	0.1053	0.25	0.8978	0.1481	0.5246	0.7801
0.1296	0.5565	1000	0.3660	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7828
0.2202	0.5593	1005	0.3676	0.8095	0.8547	0.9346	0.1053	0.2222	0.8929	0.1429	0.5199	0.7821
0.174	0.5620	1010	0.3664	0.8095	0.8547	0.9346	0.1053	0.2222	0.8929	0.1429	0.5199	0.7843
0.1557	0.5648	1015	0.3620	0.8095	0.8547	0.9346	0.1053	0.2222	0.8929	0.1429	0.5199	0.7826
0.1982	0.5676	1020	0.3579	0.8175	0.8559	0.9439	0.1053	0.25	0.8978	0.1481	0.5246	0.7821
0.1603	0.5704	1025	0.3546	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7826
0.1458	0.5732	1030	0.3515	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7853
0.1701	0.5760	1035	0.3492	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7838
0.1211	0.5787	1040	0.3521	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7838
0.2148	0.5815	1045	0.3548	0.8492	0.9074	0.9159	0.4737	0.5	0.9116	0.4865	0.6948	0.7789
0.1711	0.5843	1050	0.3487	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7882
0.2268	0.5871	1055	0.3483	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7860
0.1756	0.5899	1060	0.3484	0.8571	0.9083	0.9252	0.4737	0.5294	0.9167	0.5	0.6995	0.7868
0.2441	0.5927	1065	0.3574	0.8492	0.9	0.9252	0.4211	0.5	0.9124	0.4571	0.6731	0.7838
0.1006	0.5954	1070	0.3592	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7752
0.1826	0.5982	1075	0.3585	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7809
0.1496	0.6010	1080	0.3628	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7865
0.0908	0.6038	1085	0.3643	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7895
0.1956	0.6066	1090	0.3662	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7853
0.1525	0.6093	1095	0.3688	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7826
0.1537	0.6121	1100	0.3667	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7846
0.1299	0.6149	1105	0.3600	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7937
0.2509	0.6177	1110	0.3599	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7922
0.1908	0.6205	1115	0.3605	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7892
0.2112	0.6233	1120	0.3640	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7836
0.2029	0.6260	1125	0.3630	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7782
0.2688	0.6288	1130	0.3623	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7804
0.1889	0.6316	1135	0.3639	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7777
0.2265	0.6344	1140	0.3646	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7787
0.1377	0.6372	1145	0.3622	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7806
0.1384	0.6400	1150	0.3630	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7789
0.2063	0.6427	1155	0.3627	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7791
0.2959	0.6455	1160	0.3622	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7801
0.1576	0.6483	1165	0.3625	0.8413	0.8783	0.9439	0.2632	0.4545	0.9099	0.3333	0.6035	0.7787
0.3109	0.6511	1170	0.3637	0.8492	0.8860	0.9439	0.3158	0.5	0.9140	0.3871	0.6299	0.7774
0.177	0.6539	1175	0.3639	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7696
0.1538	0.6566	1180	0.3642	0.8492	0.8929	0.9346	0.3684	0.5	0.9132	0.4242	0.6515	0.7683
0.2373	0.6594	1185	0.3630	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7730
0.1286	0.6622	1190	0.3596	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7767
0.1644	0.6650	1195	0.3622	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7747
0.1658	0.6678	1200	0.3608	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7769
0.1971	0.6706	1205	0.3614	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7787
0.1346	0.6733	1210	0.3624	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7745
0.1201	0.6761	1215	0.3632	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7777
0.1214	0.6789	1220	0.3653	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7691
0.1829	0.6817	1225	0.3665	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7668
0.1669	0.6845	1230	0.3677	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7659
0.1202	0.6873	1235	0.3641	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7737
0.1095	0.6900	1240	0.3636	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7794
0.1262	0.6928	1245	0.3621	0.8333	0.8707	0.9439	0.2105	0.4	0.9058	0.2759	0.5772	0.7816
0.1635	0.6956	1250	0.3599	0.8333	0.8772	0.9346	0.2632	0.4167	0.9050	0.3226	0.5989	0.7846
0.1315	0.6984	1255	0.3620	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7836
0.0941	0.7012	1260	0.3653	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7772
0.1785	0.7040	1265	0.3689	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7769
0.1703	0.7067	1270	0.3680	0.8333	0.8981	0.9065	0.4211	0.4444	0.9023	0.4324	0.6638	0.7806
0.1362	0.7095	1275	0.3639	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7809
0.1578	0.7123	1280	0.3631	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7833
0.129	0.7151	1285	0.3628	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7841
0.1727	0.7179	1290	0.3641	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7841
0.1996	0.7206	1295	0.3661	0.8413	0.8850	0.9346	0.3158	0.4615	0.9091	0.375	0.6252	0.7794
0.1322	0.7234	1300	0.3664	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7759
0.1097	0.7262	1305	0.3654	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7782
0.1445	0.7290	1310	0.3634	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7759
0.1253	0.7318	1315	0.3630	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7782
0.1186	0.7346	1320	0.3642	0.8254	0.8632	0.9439	0.1579	0.3333	0.9018	0.2143	0.5509	0.7742
0.1831	0.7373	1325	0.3655	0.8175	0.8621	0.9346	0.1579	0.3	0.8969	0.2069	0.5462	0.7735
0.1638	0.7401	1330	0.3691	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7659
0.1869	0.7429	1335	0.3700	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7683
0.1419	0.7457	1340	0.3693	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7671
0.1002	0.7485	1345	0.3710	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7644
0.1474	0.7513	1350	0.3710	0.8254	0.8696	0.9346	0.2105	0.3636	0.9009	0.2667	0.5726	0.7671
0.1196	0.7540	1355	0.3701	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7683
0.1759	0.7568	1360	0.3725	0.8175	0.8684	0.9252	0.2105	0.3333	0.8959	0.2581	0.5679	0.7725
0.1283	0.7596	1365	0.3749	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7730
0.2174	0.7624	1370	0.3740	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7713
0.1374	0.7652	1375	0.3730	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7735
0.1131	0.7679	1380	0.3721	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7745
0.1878	0.7707	1385	0.3721	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7745
0.1004	0.7735	1390	0.3712	0.8413	0.8991	0.9159	0.4211	0.4706	0.9074	0.4444	0.6685	0.7762
0.1862	0.7763	1395	0.3729	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7757
0.1856	0.7791	1400	0.3720	0.8333	0.8909	0.9159	0.3684	0.4375	0.9032	0.4	0.6422	0.7779
0.2574	0.7819	1405	0.3746	0.8254	0.8899	0.9065	0.3684	0.4118	0.8981	0.3889	0.6375	0.7737
0.1562	0.7846	1410	0.3749	0.8254	0.8899	0.9065	0.3684	0.4118	0.8981	0.3889	0.6375	0.7755
0.1245	0.7874	1415	0.3769	0.8175	0.8889	0.8972	0.3684	0.3889	0.8930	0.3784	0.6328	0.7740
0.1935	0.7902	1420	0.3770	0.8254	0.8972	0.8972	0.4211	0.4211	0.8972	0.4211	0.6591	0.7767
0.2528	0.7930	1425	0.3754	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7757
0.1756	0.7958	1430	0.3757	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7757
0.0868	0.7986	1435	0.3781	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7742
0.1408	0.8013	1440	0.3791	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7713
0.2025	0.8041	1445	0.3807	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7703
0.1578	0.8069	1450	0.3830	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7703
0.1504	0.8097	1455	0.3839	0.8333	0.8839	0.9252	0.3158	0.4286	0.9041	0.3636	0.6205	0.7693
0.1062	0.8125	1460	0.3847	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7688
0.1548	0.8152	1465	0.3870	0.8413	0.8919	0.9252	0.3684	0.4667	0.9083	0.4118	0.6468	0.7659
0.0977	0.8180	1470	0.3882	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7654
0.0933	0.8208	1475	0.3881	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7656
0.1402	0.8236	1480	0.3907	0.8016	0.8727	0.8972	0.2632	0.3125	0.8848	0.2857	0.5802	0.7659
0.0868	0.8264	1485	0.3878	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7678
0.1043	0.8292	1490	0.3883	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7696
0.1707	0.8319	1495	0.3876	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7681
0.1772	0.8347	1500	0.3892	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7683
0.1849	0.8375	1505	0.3911	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7678
0.1836	0.8403	1510	0.3899	0.8016	0.8727	0.8972	0.2632	0.3125	0.8848	0.2857	0.5802	0.7671
0.1742	0.8431	1515	0.3886	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7681
0.1685	0.8459	1520	0.3870	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7720
0.1577	0.8486	1525	0.3883	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7678
0.2076	0.8514	1530	0.3883	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7666
0.1363	0.8542	1535	0.3894	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7710
0.1514	0.8570	1540	0.3882	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7686
0.0507	0.8598	1545	0.3882	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7656
0.1272	0.8625	1550	0.3882	0.7937	0.8716	0.8879	0.2632	0.2941	0.8796	0.2778	0.5755	0.7681
0.2636	0.8653	1555	0.3861	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7720
0.1184	0.8681	1560	0.3882	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7700
0.1994	0.8709	1565	0.3881	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7705
0.0858	0.8737	1570	0.3883	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7708
0.0819	0.8765	1575	0.3895	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7713
0.1439	0.8792	1580	0.3895	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7696
0.149	0.8820	1585	0.3880	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7700
0.1235	0.8848	1590	0.3868	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7700
0.1103	0.8876	1595	0.3884	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7723
0.163	0.8904	1600	0.3883	0.8254	0.8761	0.9252	0.2632	0.3846	0.9	0.3125	0.5942	0.7708
0.1253	0.8932	1605	0.3910	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7691
0.1419	0.8959	1610	0.3884	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7713
0.2416	0.8987	1615	0.3878	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7710
0.1319	0.9015	1620	0.3883	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7703
0.1374	0.9043	1625	0.3872	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7700
0.1266	0.9071	1630	0.3882	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7696
0.1852	0.9098	1635	0.3882	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7723
0.1609	0.9126	1640	0.3885	0.8254	0.8829	0.9159	0.3158	0.4	0.8991	0.3529	0.6158	0.7696
0.0616	0.9154	1645	0.3889	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7681
0.1597	0.9182	1650	0.3901	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7688
0.1708	0.9210	1655	0.3891	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7703
0.1689	0.9238	1660	0.3898	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7705
0.1211	0.9265	1665	0.3903	0.8175	0.875	0.9159	0.2632	0.3571	0.8950	0.3030	0.5895	0.7671
0.1429	0.9293	1670	0.3907	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7661
0.1393	0.9321	1675	0.3903	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7683
0.1495	0.9349	1680	0.3910	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7654
0.1353	0.9377	1685	0.3908	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7666
0.0974	0.9405	1690	0.3906	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7681
0.1298	0.9432	1695	0.3912	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7673
0.1607	0.9460	1700	0.3905	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7678
0.0735	0.9488	1705	0.3902	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7678
0.0819	0.9516	1710	0.3923	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7668
0.1061	0.9544	1715	0.3909	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7659
0.1402	0.9572	1720	0.3908	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7656
0.1506	0.9599	1725	0.3912	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7681
0.1411	0.9627	1730	0.3906	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7654
0.1505	0.9655	1735	0.3919	0.8095	0.8739	0.9065	0.2632	0.3333	0.8899	0.2941	0.5848	0.7646
0.1388	0.9683	1740	0.3933	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7641
0.1685	0.9711	1745	0.3914	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7644
0.1683	0.9738	1750	0.3917	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7646
0.1859	0.9766	1755	0.3910	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7671
0.2336	0.9794	1760	0.3922	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7661
0.2167	0.9822	1765	0.3911	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7651
0.123	0.9850	1770	0.3920	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7661
0.1839	0.9878	1775	0.3923	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7649
0.1181	0.9905	1780	0.3909	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7654
0.0872	0.9933	1785	0.3932	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7627
0.218	0.9961	1790	0.3924	0.8175	0.8818	0.9065	0.3158	0.375	0.8940	0.3429	0.6112	0.7659
0.1705	0.9989	1795	0.3932	0.8095	0.8807	0.8972	0.3158	0.3529	0.8889	0.3333	0.6065	0.7636

Framework versions

• PEFT 0.12.0
• Transformers 4.46.0
• Pytorch 2.4.0+cu118
• Datasets 3.0.0
• Tokenizers 0.20.1